[citation needed] By 1997, they had released a few singles, including "4 Tune Cookie" and the song that first brought them minor fame, "At the River", which sampled "Old Cape Cod" by Patti Page.

The next studio album Goodbye Country (Hello Nightclub) was released in 2001 and marked a departure from their trip-hop roots to more upbeat music – as demonstrated on the Grammy-nominated single "Superstylin'".

Another mix album followed, this time for the Another Late Night series, and in 2002, less than a year after Goodbye Country (Hello Nightclub), Groove Armada produced Lovebox, which included a variety of genres including rock, such as "Madder" and "Purple Haze",[citation needed] while others were closer to the band's traditional house and trip hop roots,[citation needed] such as the title track "Lovebox", and "Remember", with the latter containing vocals made up entirely of samples of Sandy Denny's vocals for Fairport Convention.

The album marked a notable departure from the multi-genre-influenced previous album, featuring tracks such as "Get Down" and "Groove Extracts", which followed the contemporary house music trend, tracks with rock elements, and "Song 4 Mutya (Out of Control)" featuring the vocals of ex-Sugababes singer Mutya Buena, hailed by online music guide Popjustice as one of the best songs of 2007.

The band has spoken in-depth about the compilation, and cited it as an "emotional experience", with both members selecting their personal favourite songs and mixes from their history.

While on the Bacardi Express tour in Australia, Findlay said it will be called Black Light and "is going to be the darker side of Groove Armada, which is finally coming out after 12 years.

[9] The group has collaborated with a diverse array of artists, including Max Taylor, Neneh Cherry, DJ Gramma Funk, Sophie Barker, Nappy Roots, Fudge Dog, Sunshine Anderson, Mutya Buena, Jeru the Damaja, Richie Havens, Will Young, Brodanse and Joel Culpepper.

Groove Armada released their ninth studio album Edge of the Horizon in 2020 featuring vocal performances from Nick Littlemore, James Alexander Bright, Todd Edwards, She Keeps Bees, Roseau, Paris Brightledge.

[13] From 1995 to 2000, Andy Cato was part of the progressive house music projects Mother's Pride and Qattara, and produced solo efforts under the aliases Caia and Journeyman DJ.